Yue Duan (段岳)

Ph.D. candidate


Affiliation: Reasoning and Learning Group
- School of Computer Science
- National Institute of Healthcare Data Science
- State Key Laboratory for Novel Software Technology
- Nanjing University, Nanjing 210023, China
E-mail: yueduan@smail.nju.edu.cn
Supervisor: Professor Yinghuan Shi

About Me

I am currently a Ph.D. candidate in School of Computer Science at Nanjing University and a member of Reasoning and Learning Group led by Prof. Yang Gao, fortunately supervised by Prof. Yinghuan Shi. My research interest lies in semi-supervised learning, multimodal learning and large multimodal models.

Interests
  • Semi-supervised Learning
  • Multimodal Learning
  • Large Multimodal Models
Education

  • Ph.D. candidate in Computer Science and Technology

    Nanjing University, 2023 -

  • M.Sc.'s student as part of the Ph.D. program in Computer Science and Technology

    Nanjing University, 2021 - 2023

  • B.Eng. in Computer Science and Technology

    Harbin Institute of Technology, Weihai, 2017 - 2021

Publications

NEWTIP 2025 An Adaptor for Triggering Semi-Supervised Learning to Out-of-Box Serve Deep Image Clustering
IEEE Transactions on Image Processing (TIP), 2025.
Yue Duan, Lei Qi, Yinghuan Shi, Yang Gao.
PDF-arXiv PDF-Published
NEWICCV 2025 Divide-and-Conquer for Enhancing Unlabeled Learning, Stability, and Plasticity in Semi-supervised Continual Learning
IEEE/CVF International Conference on Computer Vision (ICCV), 2025.
Yue Duan, Taicai Chen, Lei Qi, Yinghuan Shi.
PDF-arXiv PDF-Published Code Video/Poster/Slides 文章解读-知乎
ACMMM 2024 PC$^2$: Pseudo-Classification Based Pseudo-Captioning for Noisy Correspondence Learning in Cross-Modal Retrieval
ACM International Conference on Multimedia (ACM MM), 2024.
Yue Duan, Zhangxuan Gu, Zhenzhe Ying, Lei Qi, Changhua Meng, Yinghuan Shi.
PDF-arXiv PDF-Published Code Dataset Video Poster/Slides 文章解读-知乎 视频解读-bilibili
AAAI 2024 Roll with the Punches: Expansion and Shrinkage of Soft Label Selection for Semi-supervised Fine-Grained Learning
AAAI Conference on Artificial Intelligence (AAAI), 2024.
Yue Duan, Zhen Zhao, Lei Qi, Luping Zhou, Lei Wang, Yinghuan Shi.
PDF-arXiv PDF-Published Code Video Poster/Slides
ICCV 2023 Towards Semi-supervised Learning with Non-random Missing Labels
IEEE/CVF International Conference on Computer Vision (ICCV), 2023.
Yue Duan, Zhen Zhao, Lei Qi, Luping Zhou, Lei Wang, Yinghuan Shi.
PDF-arXiv PDF-Published Code Poster 文章解读-知乎
TNNLS 2022 MutexMatch: Semi-supervised Learning with Mutex-Based Consistency Regularization
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022.
Yue Duan, Zhen Zhao, Lei Qi, Lei Wang, Luping Zhou, Yinghuan Shi, Yang Gao.
PDF-arXiv PDF-Published Code
ECCV 2022 RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning
European Conference on Computer Vision (ECCV), 2022.
Yue Duan, Lei Qi, Lei Wang, Luping Zhou, Yinghuan Shi.
PDF-arXiv PDF-Published Code Video/Poster/Slides
AAAI 2024 PG-LBO: Enhancing High-Dimensional Bayesian Optimization with Pseudo-Label and Gaussian Process Guidance
AAAI Conference on Artificial Intelligence (AAAI), 2024.
Taicai Chen, Yue Duan, Dong Li, Lei Qi, Yinghuan Shi, Yang Gao.
PDF-arXiv PDF-Published Code Video
CVPR 2022 DC-SSL: Addressing Mismatched Class Distribution in Semi-supervised Learning
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
Zhen Zhao, Luping Zhou, Yue Duan, Lei Wang, Lei Qi, Yinghuan Shi.
PDF-Published

Grants

  • NSFC Youth Student Basic Research Program (Ph.D. Candidate): "Theoretical Research and Application of Continual Learning in Multimodal Large Language Models"

    国家自然科学基金委青年学生基础研究项目（博士研究生）：“面向多模态大模型的持续学习理论与方法研究”

    Lead PI300,000￥January 2025 - December 2027

  • 2025 CIE-Tencent Ph.D. Candidate Research Incentive Program (Hunyuan Large Model Special Project): "Research on Visual Generation Large Models", selected as one of only 23 people worldwide

    2025中国电子学会-腾讯博士生科研激励计划（混元大模型专项）：“视觉生成大模型研究”，全球仅23人入选

    Lead PI100,000￥August 2025 - August 2026

Awards & Honors

Student Awards
  • 2025NJU "China Moutai · National Pillar" Undergraduate, Master and Doctoral Talent Program (Graduate Students), awarded to top 3 graduate students university-wide

    “中国茅台·国之栋梁”本硕博优才计划（研究生），全校仅3人

  • 2024NJU Special Grand Prize of the Dongliang (Pillar) Scholarship, awarded to top 9 graduate students university-wide

    南京大学栋梁奖学金特等奖（研究生），全校仅9人

  • 2023NJU Guorui Scholarship of The 14th Research Institute of China Electronics Technology Group Corporation, 1 recipient in School of Computer Science

    中国电科十四所国睿奖学金，计算机学院仅1人

  • 2022NJU Talent First Prize Scholarship

    南京大学一等英才奖学金

  • 2020HIT Renmin First Prize Scholarship

    哈尔滨工业大学一等人民奖学金

  • 2019HIT Renmin First Prize Scholarship

    哈尔滨工业大学一等人民奖学金

Student Honors
  • 2025Tencent Rhino-bird Research Elite Program, selected as one of only 70+ people worldwide

    腾讯犀牛鸟精英人才计划，全球仅70+人入选
  • 2024NJU Outstanding Graduate Student Role Model, 15 recipients in School of Computer Science

    南京大学优秀研究生标兵，计算机学院共15人

  • 2022NJU Outstanding Graduate Student

    南京大学优秀研究生

  • 2021HIT Outstanding Graduating Students and Thesis Awards

    哈尔滨工业大学优秀毕业生/毕业论文

Contests
  • 2020MCM/ICM Finalist

    美国大学生数学建模竞赛特等奖提名

  • 2019MCM/ICM Honorable Mention

    美国大学生数学建模竞赛二等奖

  • 2019CUMCM Provincial Third Prize

    中国大学生数学建模竞赛省级三等奖

Experience

 
 
 
 
 
Tencent
Hunyuan
Rhino-bird Program
Rhino-bird Research Elite Program, Tencent
Hunyuan (混元) Research on Continual Pre-training and Fine-Tuning of Text-to-Image/Video Models (文生图/视频模型的继续预训练和精调研究)
Shanghai June 2025 - Now
 
 
 
 
 
Ant Group
Ant Security Lab
Research Intern, Ant Group
TiansuanLab (天筭安全实验室)Network-Wide Inspection: Pre-training with Large-Scale Site Data (全网巡检：大规模站点数据预训练)
Shanghai May 2023 - November 2023
 
 
 
 
 
Nanjing University
NIHDS of NJU
Research Intern, Nanjing University
National Institute of Healthcare Data Science (健康医疗大数据国家研究院)Research on Semi-supervised Medical Image Detection (半监督医疗影像检测算法研究)
Nanjing March 2021 - May 2021